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基于CSI商联合AOA的增强型指纹定位方法
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作者 刘影 徐少锋 《导航定位学报》 CSCD 北大核心 2024年第5期70-79,共10页
针对当前指纹定位技术需要基于多个接入点(AP)被动定位,导致单AP室内场景使用受限的问题,提出一种信道状态信息(CSI)商联合到达角(AOA)的室内指纹定位方法:指出技术关键是利用单链路上的多维信号参数来构建指纹模型;利用多进多出(MIMO)... 针对当前指纹定位技术需要基于多个接入点(AP)被动定位,导致单AP室内场景使用受限的问题,提出一种信道状态信息(CSI)商联合到达角(AOA)的室内指纹定位方法:指出技术关键是利用单链路上的多维信号参数来构建指纹模型;利用多进多出(MIMO)系统空间分集,构建CSI商以获得更稳健的CSI指纹信号,并结合多信号分类(MUSIC)算法原理设计一种多载波AOA指纹表示方法,该方法与原始CSI指纹相比具有区分性;然后为了解决单AP的AOA指纹对称性问题,将CSI商与AOA指纹相结合,得到新的指纹,通过机器学习的方法进行目标位置匹配。实验结果表明,本方法在空教室和实验室环境下的定位准确率分别达到98.96%和97.08%,平均定位误差分别为0.46 m和0.68 m,具有较高的定位性能。 展开更多
关键词 无源定位 到达角(aoa)估计 信道状态信息(CSI) 位置指纹 指纹库
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Wideband angle of arrival estimation of chirp signals using virtual Wignerville distribution 被引量:3
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作者 Wen Zhong Li Liping Zhang Xixiang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第2期243-248,共6页
To estimate the angle of arrivals (AOA) of wideband chirp sources, a new timo-frequency algorithm is proposed. In this method, virtual sensors are constructed based on the fact that the steering vectors of wideband ... To estimate the angle of arrivals (AOA) of wideband chirp sources, a new timo-frequency algorithm is proposed. In this method, virtual sensors are constructed based on the fact that the steering vectors of wideband chirp signals are linear and vary with time. And the randon Wignersville distribution (RWVD) of real sensors and virtual sensors are calculated to yield the new time-invariable steering vectors, furthermore, the noise and cross terms are suppressed. In addition, the multiple chirp signals are selected by their time-frequency points. The cost of computation is lower than the common AOA estimation methods of wideband sources due to nonrequirement of frequency focusing, interpolating and matrix decomposition, including subspace decomposition. Under the lower signal noise ratio (SNR) condition, the proposed method exhibits better precision than the method of frequency focusing (FF). The proposed method can be further applied to nonuniform linear array (NLA) since it is not confined to the array geometry. Simulation results illustrate the efficacy of the proposed method. 展开更多
关键词 Array signal processing angle of arrivals Wignerville distribution Wideband chirp signal.
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Target Localization Based on Angle of Arrivals 被引量:4
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作者 Yi-Chao Cao 《Journal of Electronic Science and Technology of China》 2007年第2期172-174,共3页
Mobile location using angle of arrival (AOA) measurements has received considerable attention. This paper presents an approximation of maximum likelihood estimator (MLE) for localizing a source based on AOA measur... Mobile location using angle of arrival (AOA) measurements has received considerable attention. This paper presents an approximation of maximum likelihood estimator (MLE) for localizing a source based on AOA measurements. By introducing an intermediate variable, the nonlinear equations relating AOA estimates can be transformed into a set of equations which are linear in the unknown parameters. It is an approximate realization of the MLE. Simulations show that the proposed algorithm outperforms the previous contribution. 展开更多
关键词 angle of arrival aoa direction-of-arrival estimation location estimation Monte Carlo methods wireless localization.
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Refractivity estimations from an angle-of-arrival spectrum 被引量:2
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作者 赵小峰 黄思训 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第2期586-591,共6页
This paper addresses the probability of atmospheric refractivity estimation by using field measurements at an array of radio receivers in terms of angle-of-arrival spectrum. Angle-of-arrival spectrum information is si... This paper addresses the probability of atmospheric refractivity estimation by using field measurements at an array of radio receivers in terms of angle-of-arrival spectrum. Angle-of-arrival spectrum information is simulated by the ray optics model and refractivity is expressed in the presence of an ideal tri-linear profile. The estimation of the refractivity is organized as an optimization problem and a genetic Mgorithm is used to search for the optimal solution from various trial refractivity profiles. Theoretical analysis demonstrates the feasibility of this method to retrieve the refractivity parameters. Simulation results indicate that this approach has a fair anti-noise ability and its accuracy performance is mainly dependent on the antenna aperture size and its positions. 展开更多
关键词 refractivity estimation angle-of-arrival spectrum ray optics model genetic algorithm
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Angle-of-arrival fluctuations in moderate to strong turbulence 被引量:2
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作者 马晶 高宠 谭立英 《Chinese Physics B》 SCIE EI CAS CSCD 2007年第5期1327-1333,共7页
Based on the modified spectrum, the analytic expressions for the variance and normalized covariance of angleof-arrival (AOA) fluctuations are presented, which are applicable to the weak and strong regimes. The exper... Based on the modified spectrum, the analytic expressions for the variance and normalized covariance of angleof-arrival (AOA) fluctuations are presented, which are applicable to the weak and strong regimes. The experimental data of AOA fluctuations validate the new derived expressions in weak and strong regimes. The results show that the receiving aperture D, outer scale and cell scale larger than the scattering disc S contribute significantly to the AOA fluctuations, and contributions from the small-scale turbulence are negligible. For the case of 4S/D 〈〈 1, the receiving aperture dominates low-pass filtering effects and the new displacement variances are in good agreement with the results from the old weak-fluctuation theory. For the case of 4S/D 〉〉 1, the scattering disc dominates the low-pass filtering effects and the new displacement variances depart from the results from the old weak-fluctuation theory. 展开更多
关键词 atmospheric optics optical wave propagation angle-of-arrival fluctuations moderate to strong turbulence
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Performances Analysis of a System of Localization by Angle of Arrival UWB Radio
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作者 Salick Diagne Thierry Val +2 位作者 Abdou Karim Farota Bouya Diop Ognadon Assogba 《International Journal of Communications, Network and System Sciences》 2020年第2期15-27,共13页
The increasingly widespread use of sensor and actuator networks and in general of the Internet of Things (IoT) in several areas of precision, imposes upon localization systems that can often equip them with a robust a... The increasingly widespread use of sensor and actuator networks and in general of the Internet of Things (IoT) in several areas of precision, imposes upon localization systems that can often equip them with a robust and more precise localization. It is in this sense that UWB technology has proved to be one of the most powerful communication technologies for these localization systems;thanks, in particular to the bandwidth occupied instantaneously by the signal allowing a very fine temporal resolution. Constructors have set up localization kits based on various technologies. These kits facilitate in a way the work of localization of users. In this paper, we present results on the performance study of the Decawave PDoA Kit. This Kit uses the PDoA (Phase Difference of Arrival) to determine the Angle of Arrival (AoA) parameter with UWB technology. This study is in context of localization by AoA for an application to protect agricultural crops against grain-eating birds. The results of the study show overall AoA measurement errors around 10 degrees in an ideal environment. 展开更多
关键词 angle of arrival (aoa) LOCALIZATION UWB PDoA
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Beamforming and Angle-of-Arrival Estimation of Square Planar Antenna Array
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作者 R. Elsamnty A. M. Attiya +1 位作者 E. A. F. Abdallah A. H. Ammar 《Open Journal of Antennas and Propagation》 2016年第2期13-23,共11页
This paper presents a dual-band planar antenna array for ISM band applications (2.4 GHz and 2.45 GHz). This antenna is proposed for indoor applications and enables adaptive beamforming and angle of arrival (AOA) estim... This paper presents a dual-band planar antenna array for ISM band applications (2.4 GHz and 2.45 GHz). This antenna is proposed for indoor applications and enables adaptive beamforming and angle of arrival (AOA) estimation. An adaptive beamforming algorithm is applied for a planar antenna array, which is able to steer its main beam and nulls in azimuth and elevation planes over a wide frequency band. Planar antenna array operates as a spatial filter in 3D space, processing the received signals with weighting schemes. A planar antenna array is designed for AOA estimation in azimuth and elevation planes by using MUltiple SIgnal Classification (MUSIC) based on subspace algorithm. The Base Station (BS) equipped with this planar antenna is preferred to be at the center position on the room ceiling to cover all sectors of the room. It is designed to use four directional triangular elements arranged to form a square planar antenna array. Planar antenna with four elliptical slotted triangular elements (PAFESTE) is used to obtain optimal directivity in four directions in azimuth plane with specific orientation of 30? in elevation plane. It is characterized by half power beamwidth in elevation plane of about 60? and half power beamwidth in azimuth plane of about 90?. 展开更多
关键词 Indoor Communications Antenna Array Directional Planar Antenna angle of arrival Estimation Adaptive Beamforming
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Accurate Angle-of-Arrival Measurement Using Particle Swarm Optimization
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作者 Minghui Li Kwok Shun Ho Gordon Hayward 《Wireless Sensor Network》 2010年第5期358-364,共7页
As one of the major methods for location positioning, angle-of-arrival (AOA) estimation is a significant technology in radar, sonar, radio astronomy, and mobile communications. AOA measurements can be exploited to loc... As one of the major methods for location positioning, angle-of-arrival (AOA) estimation is a significant technology in radar, sonar, radio astronomy, and mobile communications. AOA measurements can be exploited to locate mobile units, enhance communication efficiency and network capacity, and support location-aided routing, dynamic network management, and many location-based services. In this paper, we propose an algorithm for AOA estimation in colored noise fields and harsh application scenarios. By modeling the unknown noise covariance as a linear combination of known weighting matrices, a maximum likelihood (ML) criterion is established, and a particle swarm optimization (PSO) paradigm is designed to optimize the cost function. Simulation results demonstrate that the paired estimator PSO-ML significantly outperforms other popular techniques and produces superior AOA estimates. 展开更多
关键词 Array Signal Processing angle-of-arrival (aoa) Estimation Location POSITIONING Particle SWARM Optimization Smart ANTENNAS
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Blind 2-D Angles of Arrival Estimation for Distributed Signals Using L-Shaped Arrays
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作者 Yi Zheng Xue-Gang Wang Tie-Qi Xia Qun Wan 《Journal of Electronic Science and Technology of China》 2008年第1期83-86,共4页
Most existing two dimensional(2-D)angles of arrival(AOAs)estimation methods are based on the assumption that the signal sources are point sources.However,in mobile communications,local scattering in the vicinity o... Most existing two dimensional(2-D)angles of arrival(AOAs)estimation methods are based on the assumption that the signal sources are point sources.However,in mobile communications,local scattering in the vicinity of the mobile results in angular spreading as seen from a base station antenna array.In this paper,we consider the problem of estimating the 2-D AOAs of spatially distributed sources.First we perform blind estimation of the steering vectors by exploiting joint diagonalization,then the 2-D AOAs are obtained through two fast Fourier transforming of the estimated steering vectors.Simulations are carried out to illustrate the performance of the method. 展开更多
关键词 angles of arrival blind source separation distributed source Fourier transform.
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Estimation of 2-D Angles of Arrival Based on Joint Diagonalization of Two Spatio-Temporal Correlation Matrices
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作者 Tie-Qi Xia Xue-Gang Wang Qun Wan Ling Wang 《Journal of Electronic Science and Technology of China》 2007年第3期243-247,共5页
In this paper, we propose a two-dimensional (2-D) angles of arrival (AOAs) estimation method based on a joint diagonalization of two spatio-temporal (ST) correlation matrices. The mathematical manipulations prop... In this paper, we propose a two-dimensional (2-D) angles of arrival (AOAs) estimation method based on a joint diagonalization of two spatio-temporal (ST) correlation matrices. The mathematical manipulations proposed in this paper take the structure of the array that enable estimating 2-D AOAs simultaneously without 2-D searching or pairing. The performance comparison shows that the proposed method is better than ST-DOA matrix method. 展开更多
关键词 2-D angles of arrival joint diagonalization pair matching spatio-temporai.
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基于Matrix Pencil的OFDM信号的TOA/AOA定位 被引量:4
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作者 陈奎 黄为勇 田传耕 《计算机应用研究》 CSCD 北大核心 2013年第2期534-536,540,共4页
为提高估计精度,提出一种基于低复杂度的矩阵束方法(MPM)的OFDM信号超分辨率TOA/AOA二维定位方法。首先,对信道频率响应(CFR)采用MPM方法进行时延估计,得出首径(FAP)时延,即OFDM信号的TOA估计;然后,对天线接收信号的频域阵列信号使用同... 为提高估计精度,提出一种基于低复杂度的矩阵束方法(MPM)的OFDM信号超分辨率TOA/AOA二维定位方法。首先,对信道频率响应(CFR)采用MPM方法进行时延估计,得出首径(FAP)时延,即OFDM信号的TOA估计;然后,对天线接收信号的频域阵列信号使用同样的算法进行AOA/DOA估计;最后,联合TOA、AOA估计结果在二维平面内确定目标的位置。由于载波间的相关性和相干多径的影响,使AOA估计的RMSE偏差比TOA估计大,所以对TOA估计过程中的各径幅值,设置权值对非首径的幅值进行抑制,减少对后续首径AOA估计的影响。利用OFDM信号进行仿真,其结果表明,非首径幅值抑制方法能明显提高AOA估计精度和无偏性,使整体定位误差明显改善,满足单基站或接入点室内定位的需要。 展开更多
关键词 矩阵束 到达时间 到达角度 无线定位 ofDM
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OFDM超分辨率联合TOA/AOA定位 被引量:1
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作者 陈奎 徐钊 《计算机工程与应用》 CSCD 北大核心 2009年第17期145-147,154,共4页
对无线信号到达时间(TOA)和到达角度(AOA)的精确估计是室内无线定位的关键。正交频分复用(OFDM)是适合多径衰落环境的一种高速传输技术。提出一种联合TOA和DOA的二维定位方法用于OFDM信号定位。算法首先通过信道估计得到信道的频率响应(... 对无线信号到达时间(TOA)和到达角度(AOA)的精确估计是室内无线定位的关键。正交频分复用(OFDM)是适合多径衰落环境的一种高速传输技术。提出一种联合TOA和DOA的二维定位方法用于OFDM信号定位。算法首先通过信道估计得到信道的频率响应(CFR),对CFR采用超分辨率算法估计信道时延。首径(first arrival path,FAP)的时延估计就是接收信号的TOA估计。将天线阵列接收信号通过DFT变换到频域,利用同样的算法估计信号各径的AOA/DOA。最后联合TOA和AOA在二维平面上确定目标位置。由于信号是多径、多载波信号,对各载波的DOA/AOA估计在载波间进行处理,再结合各径脉冲响应的幅值,选出属于首径的DOA/AOA估计。在多径环境下仿真表明算法有效且定位精度能够满足实际需要,尤其适合环境中只有一个基站或接入点的情况。 展开更多
关键词 正交频分复用(ofDM) 到达时间(TOA) 信号到达方向/到达角度 超分辨率 MUSIC算法
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基于复域超多维标度的混合TOA/AOA定位算法
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作者 鹿浩 侯玉涛 +1 位作者 杨晓倩 曹宁 《电子测量技术》 北大核心 2023年第13期39-45,共7页
针对全球卫星导航系统信号完全拒止环境下的定位问题,使用超宽带(UWB)技术获取测量信息,基于多维标度变换算法(MDS)提出一种复域下的混合测距信息(TOA)和测角信息(AOA)的超多维标度定位算法(TASMDS),并进一步构建了复域内的核矩阵,提出... 针对全球卫星导航系统信号完全拒止环境下的定位问题,使用超宽带(UWB)技术获取测量信息,基于多维标度变换算法(MDS)提出一种复域下的混合测距信息(TOA)和测角信息(AOA)的超多维标度定位算法(TASMDS),并进一步构建了复域内的核矩阵,提出复域下的超多维标度定位算法(TA-CDSMDS)。对比3种算法的定位结果,以及10°、15°、20°测角误差和不同测距误差下的定位误差,得TA-CDSMDS算法相较于TA-SMDS和MDS,有更小的定位误差,更贴近克拉美罗下界;分析不同节点下3种的计算时间,TA-CDSMDS算法在优化TA-SMDS的基础上减少28%~48%的时间,具有更好的定位性能。 展开更多
关键词 到达时间 到达角度 多维标度变换 复域超多维标度变换 定位算法
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Passive Localization of Multiple Sources Using Joint RSS and AOA Measurements in Spectrum Sharing System 被引量:3
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作者 Kang Li Yutao Jiao +2 位作者 Yehui Song Jinghua Li Chao Yue 《China Communications》 SCIE CSCD 2021年第12期65-80,共16页
In spectrum sharing systems,locating mul-tiple radiation sources can efficiently find out the in-truders,which protects the shared spectrum from ma-licious jamming or other unauthorized usage.Com-pared to single-sourc... In spectrum sharing systems,locating mul-tiple radiation sources can efficiently find out the in-truders,which protects the shared spectrum from ma-licious jamming or other unauthorized usage.Com-pared to single-source localization,simultaneously lo-cating multiple sources is more challenging in prac-tice since the association between measurement pa-rameters and source nodes are not known.More-over,the number of possible measurements-source as-sociations increases exponentially with the number of sensor nodes.It is crucial to discriminate which measurements correspond to the same source before localization.In this work,we propose a central-ized localization scheme to estimate the positions of multiple sources.Firstly,we develop two computa-tionally light methods to handle the unknown RSS-AOA measurements-source association problem.One method utilizes linear coordinate conversion to com-pute the minimum spatial Euclidean distance sum-mation of measurements.Another method exploits the long-short-term memory(LSTM)network to clas-sify the measurement sequences.Then,we propose a weighted least squares(WLS)approach to obtain the closed-form estimation of the positions by linearizing the non-convex localization problem.Numerical re-sults demonstrate that the proposed scheme could gain sufficient localization accuracy under adversarial sce-narios where the sources are in close proximity and the measurement noise is strong. 展开更多
关键词 multiple sources localization passive lo-calization received signal strength(RSS) angle of ar-rival(aoa) measurements-source association
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Modified Levenberg-Marquardt algorithm for source localization using AOAs in the presence of sensor location errors
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作者 吴鑫辉 Huang Gaoming Gao Jun 《High Technology Letters》 EI CAS 2014年第3期274-281,共8页
In this paper,by utilizing the angle of arrivals(AOAs) and imprecise positions of the sensors,a novel modified Levenberg-Marquardt algorithm to solve the source localization problem is proposed.Conventional source loc... In this paper,by utilizing the angle of arrivals(AOAs) and imprecise positions of the sensors,a novel modified Levenberg-Marquardt algorithm to solve the source localization problem is proposed.Conventional source localization algorithms,like Gauss-Newton algorithm and Conjugate gradient algorithm are subjected to the problems of local minima and good initial guess.This paper presents a new optimization technique to find the descent directions to avoid divergence,and a trust region method is introduced to accelerate the convergence rate.Compared with conventional methods,the new algorithm offers increased stability and is more robust,allowing for stronger non-linearity and wider convergence field to be identified.Simulation results demonstrate that the proposed algorithm improves the typical methods in both speed and robustness,and is able to avoid local minima. 展开更多
关键词 source localization angle of arrivals aoas) nonlinear least-squares estimators Levenberg-Marquardt algorithm
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一种加权圆模型的AOA与RSSI融合定位算法 被引量:1
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作者 邹琰妮 蒋伟 +1 位作者 杨俊杰 隋志成 《导航定位学报》 CSCD 2023年第5期12-20,共9页
针对多径效应和非视距给定位精度带来负面影响的问题,提出一种适用于3个基站的基于加权圆的融合定位算法:将接收信号强度(RSSI)定位法与到达角(AOA)法相融合;并由于传统的无线信号路径损耗模型在预测距离时易对环境参数有所依赖,提出利... 针对多径效应和非视距给定位精度带来负面影响的问题,提出一种适用于3个基站的基于加权圆的融合定位算法:将接收信号强度(RSSI)定位法与到达角(AOA)法相融合;并由于传统的无线信号路径损耗模型在预测距离时易对环境参数有所依赖,提出利用自适应遗传算法(AGA)-反向传播(BP)神经网络来构建传播模型以确定加权圆的权值初始值;最后根据不断迭代的加权范围和角波束来估计待测点位置。实验结果表明,与其他混合定位方法的性能相比,将AGA-BP和加权圆算法相结合能更好地提高定位精度;同时,为测试鲁棒性,加入不同大小的干扰角度,结果可见,提出的算法能有效处理非视距误差。 展开更多
关键词 融合定位算法 自适应遗传算法(AGA)-反向传播(BP)神经网络 加权圆 接收信号强度(RSSI)定位法 到达角(aoa)算法
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On Time-of-Arrival Statistic of Gaussian Channel Model
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作者 Alexander G. Flaksman Ilya M. Averin Victor T. Ermolayev 《Communications and Network》 2011年第2期113-117,共5页
A model of an angle-spread source, termed the “Gaussian Channel Model” is considered. The cumulative distribution function of the Time-of-Arrival of the multipath components is derived for an arbitrary angle spread.... A model of an angle-spread source, termed the “Gaussian Channel Model” is considered. The cumulative distribution function of the Time-of-Arrival of the multipath components is derived for an arbitrary angle spread. The simple approximate expressions for the Time-of-Arrival cumulative distribution function and probability density function are proposed. Numerical results obtained with the help of the derived expressions show the good coincidence with the experimental data and other known results. 展开更多
关键词 MULTIPATH CHANNELS Channel Modeling SCATTERING TIME-of-arrival angle-of-arrival Spatial Correlation GAUSSIAN
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无源雷达高速目标回波相参积累和参数估计算法
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作者 杨静 刘成城 +1 位作者 黄洁 张媛媛 《信息工程大学学报》 2024年第1期1-8,29,共9页
针对无源雷达高机动匀速目标参数估计中长时间积累引起的距离徙动效应问题,提出了一种基于Keystone变换和圆阵干涉仪测向的高效相参积累和参数估计算法。首先,根据目标运动和外辐射源信号参数,对参考信号和监视信号进行分段处理,段内为... 针对无源雷达高机动匀速目标参数估计中长时间积累引起的距离徙动效应问题,提出了一种基于Keystone变换和圆阵干涉仪测向的高效相参积累和参数估计算法。首先,根据目标运动和外辐射源信号参数,对参考信号和监视信号进行分段处理,段内为快时间,段间为慢时间;然后,利用Keystone变换对各频率的时间轴进行尺度变换,校正高速目标的距离徙动,继而将目标回波信号能量积累至同一时延-多普勒单元;最后,对目标回波所在的时延-多普勒单元进行圆阵干涉仪二维测向,得到目标方位角和俯仰角估计。仿真结果表明,算法可有效实现高机动匀速目标微弱回波信号的相参积累和参数估计,计算复杂度更低,对目标时延、多普勒、方位角和俯仰角参数估计的稳健性和精度更高。 展开更多
关键词 无源雷达 高速目标 距离徙动 相参积累 参数估计 波达方向 均匀圆阵
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无线传感器网络中基于超宽带的TOA/AOA联合定位研究 被引量:26
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作者 肖竹 谭光华 +1 位作者 李仁发 张小明 《计算机研究与发展》 EI CSCD 北大核心 2013年第3期453-460,共8页
提出一种基于超宽带(ultra wideband,UWB)信号到达时间估计(time of arrival,TOA)/到达角度估计(angle of arrival,AOA)联合估计的无线传感器网络(wireless sensor networks,WSNs)定位方案,只需要一个参考节点就可以实现对其他传感器节... 提出一种基于超宽带(ultra wideband,UWB)信号到达时间估计(time of arrival,TOA)/到达角度估计(angle of arrival,AOA)联合估计的无线传感器网络(wireless sensor networks,WSNs)定位方案,只需要一个参考节点就可以实现对其他传感器节点的2D相对定位,并且不需要时钟同步,适合于传感器网络节点的低成本设计需求.利用往返时间(round trip time,RTT)进行TOA估计,给出了基于多径检测的TOA估计算法;利用到达时间差估计(time difference of arrival,TDOA)进行AOA估计,因而无需借助复杂的天线波束赋形技术.同时,分析了定位误差模型对定位性能的影响,并通过IEEE802.15.4a信道下的仿真实验进行了验证,结果表明了所提方案的有效性. 展开更多
关键词 无线传感器网络 超宽带 到达时间估计 到达角度估计 联合定位 误差分析
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基于TDOA/AOA混合的高精度室内可见光定位算法 被引量:16
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作者 王旭东 董文杰 吴楠 《系统工程与电子技术》 EI CSCD 北大核心 2019年第10期2371-2377,共7页
为了提高室内三维空间的定位精度,提出了一种基于联合到达时间差与到达角度(time difference of arrival/angle of arrival,TDOA/AOA)信息的混合定位算法。由于构建的目标函数具有非凸性,采用传统定位算法在目标函数求解过程中会出现局... 为了提高室内三维空间的定位精度,提出了一种基于联合到达时间差与到达角度(time difference of arrival/angle of arrival,TDOA/AOA)信息的混合定位算法。由于构建的目标函数具有非凸性,采用传统定位算法在目标函数求解过程中会出现局部最优解的问题。因此,针对该问题,将目标函数转成二次约束二次规划问题,通过引入半定松弛(semi-definite relaxation,SDR)方法将目标函数转换为二阶锥规划(second order cone programming,SOCP)问题,寻找全局最优解。其次,针对SOCP无法对凸包外的目标进行有效定位的问题,在该算法的基础上引入了惩罚项,使松弛后的约束条件进一步逼近原始约束条件,解决了定位过程中的凸包问题。数值仿真结果表明:在10m×10m×3m的三维定位空间内,选取40×40个测试点,平均定位误差为1.39cm,可实现室内三维空间高精度定位。与传统的混合定位算法相比,均能够获得较高的定位精度。 展开更多
关键词 室内定位 可见光通信 到达时间差 到达角度 二阶锥规划
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